---
title: "FaceGrader vs MumbleFlow"
description: "FaceGrader vs MumbleFlow on MakeItLast. The attractiveness test that shows its math."
---

# FaceGrader vs MumbleFlow

FaceGrader (AI & Machine Learning) and MumbleFlow (AI & Machine Learning) are live listings. MakeItLast does not pick a winner.

The attractiveness test that shows its math. Local Mac dictation, meeting notes and search with source timestamps. Shared tags: Privacy First.

Why this pair: same AI & Machine Learning lane; shared tags: privacy first

## [FaceGrader](https://www.makeitla.st/tools/facegrader)

The attractiveness test that shows its math.

FaceGrader offers a free, browser-based attractiveness test that analyzes your facial features without ever uploading your photo. Using 478 landmarks and a unique scoring formula, it provides a score from 0 to 100 based on symmetry, facial thirds, and the golden ratio. Your photo remains on your device, ensuring complete privacy.

With no server uploads, no accounts required, and no tracking, FaceGrader is designed for those who want to understand their facial geometry without compromising their privacy. Share your score without sharing your face, and discover your strongest and weakest features in just 20 seconds.

## [MumbleFlow](https://www.makeitla.st/tools/mumbleflow)

Local Mac dictation, meeting notes and search with source timestamps

MumbleFlow is a local dictation and meeting-notes app for English-speaking Apple silicon Mac users on macOS 26 or later. Dictation cleans up fillers, punctuation and structure, then inserts text into the focused app or copies it to the clipboard. A local dictionary and encrypted history support reviewing earlier dictation.

Oat records only when explicitly started, using the microphone and selected computer audio with separate permissions. It provides timestamps, editable speakers, five-minute catch-up, and cited decisions, next steps and open questions. Search by words or meaning and return to the source; audio playback is available while meeting audio is retained. Audio expires after 30 days, while transcripts and notes remain until deleted. Processing is local after model setup, with internet needed for purchase, downloads and updates.

MumbleFlow costs $5 once. It does not offer cloud sync or enabled Gmail, Calendar or Slack connections. Disclosure: this listing is from the Aura Technologies product team and was written with AI assistance using official documentation, not independent testing.

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